{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f0866447",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "labels = ['[20,30]', '[30,40]', '[40,50]', '>=50']\n",
    "sizes = [37.5, 29.2, 20.8, 12.5]\n",
    "colors = ['#4f46e5', '#9f7aea', '#38bdf8', '#fbbf24']\n",
    "explode = (0.1, 0, 0, 0)  # 突出显示第一个年龄段\n",
    "fig, ax = plt.subplots(figsize=(8, 6), facecolor='#1e293b')\n",
    "ax.set_facecolor('#1e293b')\n",
    "wedges, texts, autotexts = ax.pie(\n",
    "    sizes,\n",
    "    explode=explode,\n",
    "    labels=labels,\n",
    "    autopct='%1.1f%%',\n",
    "    startangle=140,\n",
    "    colors=colors,\n",
    "    wedgeprops=dict(width=0.3, edgecolor='w')\n",
    ")\n",
    "plt.title('2022年上半年各年龄段人数分布\\n公司平均年龄32.5，20-30员工具比例最高占比37.5%', color='white', fontsize=14)\n",
    "\n",
    "for text in texts:\n",
    "    text.set_color(\"white\")\n",
    "for autotext in autotexts:\n",
    "    autotext.set_color(\"white\")\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.text(-1, -1.2, '数据来源于公司人力资源系统，统计日期截至2022.06.30', color='white', fontsize=10, ha='center')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
